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Obsidian_Informatik/Semester 2/EIST/EIST CHEATSHEET.md
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List of contents

  1. #REST API with Spring
  2. #Flask API in Python
  3. #gRPC
  4. #JUnit
  5. #EasyMock
  6. #DOCKER

REST API in Java with Spring

Making REST API Requests

With WebClient object:

(e.g Spring WebFlux)

GET

public void getAllPersons(CustomerSortingOptions sortingOptions, Consumer<List<Customer>> customerConsumer) {
        webClient.get()
                .uri(uriBuilder -> uriBuilder
                        .path("customers")
                        .queryParam("sortField", sortingOptions.getSortField())
                        .queryParam("sortingOrder", sortingOptions.getSortingOrder())
                        .build())
                .retrieve()
                .bodyToMono(new ParameterizedTypeReference<List<Customer>>() {
                })
                .onErrorStop()
                .subscribe(newPersons -> {
                    customers.clear();
                    customers.addAll(newPersons);
                    customerConsumer.accept(customers);
                });
    }

POST

public void addPerson(Customer customer, Consumer<List<Customer>> customerConsumer) {
	// TODO Part 2: Complete the http post request to the server
	webClient.post()
			.uri("customers")
			.bodyValue(customer)
			.retrieve()
			.bodyToMono(Customer.class)
			.onErrorStop()
			.subscribe(newCustomer -> {
				customers.add(newCustomer);
				customerConsumer.accept(customers);
			});
}

PUT

public void updatePerson(Customer customer, Consumer<List<Customer>> customerConsumer) {
    // TODO Part 2: Complete the http put request to the server
    webClient.put()
            .uri("customers/" + customer.getId())
            .bodyValue(customer)
            .retrieve()
            .bodyToMono(Customer.class)
            .onErrorStop()
            .subscribe(newCustomer -> {
                customers.replaceAll(x -> x.getId().equals(customer.getId()) ? newCustomer : x);
                customerConsumer.accept(customers);
            });
}

DELETE

public void deletePerson(Customer customer, Consumer<List<Customer>> customerConsumer) {
	// TODO Part 2: Make an http delete request to the server
	webClient.delete()
			.uri("customers/" + customer.getId())
			.retrieve()
			.toBodilessEntity()
			.onErrorStop()
			.subscribe(deletedCustomer -> {
				customers.remove(customer);
				customerConsumer.accept(customers);
			});
}

Just in case: webClient Constructor

public CustomerController() {
	this.webClient = WebClient.builder()
			.baseUrl("http://localhost:8080/")
			.defaultHeader(HttpHeaders.ACCEPT, MediaType.APPLICATION_JSON_VALUE)
			.defaultHeader(HttpHeaders.CONTENT_TYPE, MediaType.APPLICATION_JSON_VALUE)
			.build();
	this.customers = new ArrayList<>();
}

With Request Parameters:

Endpoint:

@GetMapping("persons")
public ResponseEntity<List<Person>> getAllPersons(PersonSortingOptions sortingOptions)  { // Don't use @RequestParams unless object is simple(for example String), for more complex objects Spring parses the object by itself
	List<Person> persons = personService.getAllPersons(sortingOptions);
	return ResponseEntity.ok(persons);
}

Request:

public void getAllPersons(PersonSortingOptions sortingOptions, Consumer<List<Person>> personsConsumer) {
		this.webClient.get()
			.uri(uriBuilder -> uriBuilder // Use uriBuilder to build the path
					.path("persons")
					.queryParam("sortingOrder",sortingOptions.getSortingOrder()) // The fields are passed separately
					.queryParam("sortField",sortingOptions.getSortField())       // In the format: ("Name",value)
					.build()
			)
			.retrieve()
			.bodyToMono(new ParameterizedTypeReference<List<Person>>() {
			})
			.onErrorStop()
			.subscribe(persons -> {
				this.persons = persons;
				personsConsumer.accept(this.persons);
			});

}

With RestTemplate:

GetMapping("/getTimeLine/{id}")
public List<Tweet> getTimeLine(@PathVariable("id") int userID) { 
	headers.setContentType(MediaType.APPLICATION_JSON);
	
	ResponseEntity<List<Tweet>> response = restTemplate.exchange(
	getActivityURL + userID, // Set the uri HttpMethod.GET,
	null, // requestEntity = null as there is no body,
	new ParameterizedTypeReference<List<Tweet>>(){} // response body type );
		return response.getBody();
}

REST API Endpoints

Example Java class:

@RestController
@RequestMapping("/activity")
public class ActivityController {
    private Map<Integer, List<Tweet>> userActivityMap = new HashMap<>();
    private Map<Integer, List<User>> userFollowedMap = new HashMap<>();

    @GetMapping("/getActivity/{id}")
    public List<Tweet> getActivity(@PathVariable("id") int userID) {
        List<Tweet> userTweets = userActivityMap.get(userID);

        if(userTweets == null) return new ArrayList<>();

        return userTweets;
    }

    @PostMapping("/addActivity")
    public void addActivity(@RequestBody Tweet tweet) {
        userActivityMap.computeIfAbsent(tweet.getUser().getUserID(), x -> new LinkedList<>());
        userActivityMap.get(tweet.getUser().getUserID()).add(tweet);
    }

    @PostMapping("/addFollower")
    public void addFollower(@RequestBody FollowRequest followRequest) {
        User follower = followRequest.getFollower();
        User followed = followRequest.getFollowed();

        userFollowedMap.computeIfAbsent(follower.getUserID(),x -> new LinkedList<>())
                .add(followed);
    }

    @DeleteMapping("/deleteActivity")
    public void deleteActivity(@RequestBody Tweet tweet) {
        List<Tweet> userTweets = userActivityMap.get(tweet.getUser().getUserID());
        if(userTweets == null) return;

        userTweets.remove(tweet);
    }

    @DeleteMapping("/deleteFollower")
    public void deleteFollower(@RequestBody FollowRequest followRequest) {
        User follower = followRequest.getFollower();
        User followed = followRequest.getFollowed();

        List<User> followedUsers = userFollowedMap.get(follower.getUserID());
        if(followedUsers == null) return;

        followedUsers.remove(followed);
    }

    @GetMapping("/getFollowedList/{id}")
    public List<User> getFollowedList(@PathVariable("id") int userID) {
        // TODO: this method is also not complete, so you have to implement it accordingly :)
        List<User> followed = userFollowedMap.get(userID);
        if(followed == null) return new ArrayList<>();
        return followed;
    }
}

Excersises:

  • L02PE01 TUM Social App
  • L02PE02 REST Architectural Style Part 2
  • L09PE02 Wizardry Character Creation
# Flask API in Python ## *Server side* endpoints

GET

@api.route("/<key>", methods=["GET"])
def get(key: str) -> Response:    
    """
    Retrieve the file-content associated with the given key owned by the user.
    If there is no user-id `uid` given in the request body or the user-id does not match, return error message and status.
    Otherwise, return the file-content and success status.
    """
    request_body: dict = request.json
    ff: FileFolder = current_app.ff # type: ignore
    
    user_id = request_body.get("uid")

    if user_id is None:
        return Response(NO_UID_IN_REQUEST_BODY,BAD_REQUEST)

    file = ff.get(key)

    if file is None:
        return Response(response=KEY_DOES_NOT_EXIST % key, status=NOT_FOUND)
    
    if file.uid != user_id:
        return Response(response=NO_ACCESS_TO_ENTRY % key, status=BAD_REQUEST)

    return Response(response=file.content,status=OK)
    pass

PUT

@api.route("/<key>", methods=["PUT"])
def put(key: str) -> Response:    
    """
    Upsert a file-content associated with the given key owned by the user.
    If there is no user-id `uid` or file-content `content` given in the request body, return error message and status.
    Otherwise, return the success message and success status
    """
    request_body: dict = request.json
    ff: FileFolder = current_app.ff

    if "uid" not in request_body:
        return Response(NO_UID_IN_REQUEST_BODY,BAD_REQUEST)
    if "content" not in request_body:
        return Response(NO_CONTENT_IN_REQUEST_BODY,BAD_REQUEST)

    uid = request_body["uid"]
    file_content = request_body["content"]

    old_entry = ff.get(key)

    if old_entry is None:
        entry = Entry(uid,file_content)
        success = ff.put(key,entry)
        if success:
            return Response(PUT_SUCCESS,OK)
        else:
            return Response(NO_SPACE_IN_FILE_FOLDER,BAD_REQUEST)
        
    
    if uid != old_entry.uid:
        return Response(NO_ACCESS_TO_ENTRY % key,status=BAD_REQUEST)

    entry = Entry(uid,file_content)
    ff.put(key,entry)

    return Response(PUT_SUCCESS,OK)
    pass

DELETE

@api.route("/<key>", methods=["DELETE"])
def remove(key: str) -> Response:
    """
    Remove the file-content associated with the given key owned by the user.
    If there is no user-id `uid` given in the request body or the user-id does not match, return error message and status.
    Otherwise, return the removed file-content and success status
    """
    request_body: dict = request.json
    ff: FileFolder = current_app.ff

    if "uid" not in request_body:
        return Response(NO_UID_IN_REQUEST_BODY,BAD_REQUEST)
    
    uid = request_body["uid"]
    
    entry = ff.get(key)

    if entry is None:
        return Response(KEY_DOES_NOT_EXIST % key,NOT_FOUND)
    if entry.uid != uid:
        return Response(NO_ACCESS_TO_ENTRY % key,BAD_REQUEST)
    
    ff.remove(key)

    return Response(entry.content,OK)
    pass

GET - all

@api.route("/", methods=["GET"])
def list() -> Response:
    """
    List all (key, file-content) tuples owned by the user.
    If there is no user-id `uid` given in the request body, return error message and status.
    Otherwise, return the list of file-content and success status.
    """
    request_body: dict = request.json
    ff: FileFolder = current_app.ff

    if "uid" not in request_body:
        return Response(NO_UID_IN_REQUEST_BODY,BAD_REQUEST)
    
    uid = request_body["uid"]

    items = ff.items()

    output = []

    for key, entry in items:
        output.append(f"{key}:{entry.content}")
    output_string = ".".join(output)

    return Response(output_string,OK)
    pass

Making requests on the client side

Helper method

# make json request to server
def json_request(self, method: str, path: str, body: dict):
	self.conn.request(method, path, json.dumps(body), headers={"Content-Type": "application/json"})
	flask_response = self.conn.getresponse()
	return flask_response.read().decode()

PUT

def put(self, key, content):
	"""
	Upsert (key, content) tuple into the file folder.
	Return the server response
	"""
	request_body = {"uid": self.user_id, "content": content}
	return self.json_request("PUT", f"/{key}",request_body)
	pass

GET

def read(self, key):
	"""
	Retrieve the file-content associated with the given key owned by the user.
	Return the server response
	"""
	request_body = {"uid": self.user_id}
	return self.json_request("GET",f"/{key}",request_body)
	pass

DELETE

def remove(self, key):
	"""
	Remove the file-content associated with the given key owned by the user.
	Return the server response
	"""

	request_body = {"uid": self.user_id}
	return self.json_request("DELETE",f"/{key}",request_body)
	pass

GET - ALL

def list(self):
	"""
	List all file-content owned by the user.
	Return the server response
	"""

	request_body = {"uid": self.user_id}
	return self.json_request("GET","/",request_body)
	pass

Excersises:

  • L03PE01 Online FileFolder

Python - general syntax and tips:

Dictonaries:

thisdict = {  
  "brand": "Ford",  
  "model": "Mustang",  
  "year": 1964  
}  
print(thisdict["brand"])
thisdict = dict(name = "John", age = 36, country = "Norway")  
print(thisdict)

You can check if a key exists with the keyword in:

if "model" in thisdict:  
  print("Yes, 'model' is one of the keys in the thisdict dictionary")

You can loop over keys and values in dictionary:

for x in thisdict: # Loop over keys 
  print(x)
for x in thisdict.keys():  #Another way to loop over keys
  print(x)
  
for x in thisdict:  # Loop over values
  print(thisdict[x])
for x in thisdict.values(): # Another way to loop over values
  print(x)
 
for x, y in thisdict.items():  # Looping over key-value pairs as tuples
  print(x, y)

Dictionary methods

Method Description
clear() Removes all the elements from the dictionary
copy() Returns a copy of the dictionary
fromkeys() Returns a dictionary with the specified keys and value
get() Returns the value of the specified key
items() Returns a list containing a tuple for each key value pair
keys() Returns a list containing the dictionary's keys
pop() Removes the element with the specified key
popitem() Removes the last inserted key-value pair
setdefault() Returns the value of the specified key. If the key does not exist: insert the key, with the specified value
update() Updates the dictionary with the specified key-value pairs
values() Returns a list of all the values in the dictionary

gRPC

gRPC reference: https://grpc.io/docs/ gRPC Java basics: https://grpc.io/docs/languages/java/basics/

Protobuf files

Defining classes:

Important tips:

  • Array in protobuf means repeated field
message Date {
  int32 day = 1; // Number specifies order
  int32 month = 2;
  int32 year = 3;
}

message Location {
  string city = 1;
  string country = 2;
}

message LocationDate {
  Location location = 1;
  Date date = 2;
}

Defining services:

service WeatherReporter {

  //Returning one object
  rpc GetCityWeatherSingleDay(LocationDate) returns (CityWeatherData) {}

  // Returning a stream of objects
  rpc GetCityWeatherMultipleDays(LocationDatePeriod) returns (stream CityWeatherData) {}
}

Example of services and objects with repeated fields

This will be utilized by some of the client side examples underneath

service MetadataService {
  rpc getTrackMetadata(EntitiesRequest) returns (Tracks) {}

  rpc getAlbumMetadata(EntitiesRequest) returns (Albums) {}
}

message EntitiesRequest {
  repeated uint32 id = 1;
}

message Track {
  uint64 id = 1;
  string name = 2;
  string album = 3;
  string artist = 4;
  uint32 duration = 5;
}

message Tracks {
  repeated Track track = 1;
}

message Album {
  uint64 id = 1;
  string name = 2;
  string artist = 3;
  repeated uint32 tracks = 4;
}

message Albums {
  repeated Album album = 1;
}

Generating classes from .proto files

  1. Gradle tab in IDE and press "Tasks > other > generateProto")
  2. The generated classes from the proto file should be in build/generated/source/proto/main folder

Server side

In practice can be done with streams or with simple iteration

public void getCityWeatherSingleDay(LocationDate request, StreamObserver<CityWeatherData> responseObserver) {
	var data = allWeatherData.stream().filter(cityWeatherData -> cityWeatherData.getLocationDate().equals(request)).findFirst().orElse(null);
	if(data != null)responseObserver.onNext(data);
	responseObserver.onCompleted();
}

For returning a stream of data just call onNext multiple times

With iteration:

public void getCityWeatherMultipleDays(LocationDatePeriod request, StreamObserver<CityWeatherData> responseObserver) {
	for(CityWeatherData data : allWeatherData) {
		if(data.getLocationDate().getLocation().equals(request.getLocation())) {
			if(compareDate(data.getLocationDate().getDate(), request.getStartDate()) >= 0 && compareDate(data.getLocationDate().getDate(), request.getEndDate()) <= 0)
			{
				responseObserver.onNext(data);
			}
		}
	}
	responseObserver.onCompleted();
}

With streams:

public void getCityWeatherMultipleDays(LocationDatePeriod request, StreamObserver<CityWeatherData> responseObserver) {
	var startDate = request.getStartDate();
	var endDate = request.getEndDate();
	allWeatherData.stream()
			.filter(cityWeatherData -> cityWeatherData.getLocationDate().getLocation().equals(request.getLocation()))
			.filter(cityWeatherData -> compareDate(cityWeatherData.getLocationDate().getDate(),startDate) >= 0)
			.filter(cityWeatherData -> compareDate(cityWeatherData.getLocationDate().getDate(),endDate) <= 0)
			.forEach(responseObserver::onNext);
	responseObserver.onCompleted();
}

For returning an object which contains array of other objects (stupid???)

public void getAlbumMetadata(EntitiesRequest request, StreamObserver<Albums> responseObserver) {
	Albums.Builder albumsBuilder = Albums.newBuilder();

	for(int i = 0; i < request.getIdCount();i++) {
		// Find the album by its id
		Album album = database.findAlbumById(request.getId(i));

		if(album != null) {
			albumsBuilder.addAlbum(album);
		}
	}

	// In case that an album isn't found builder builds empty list
	Albums albums = albumsBuilder.build();
	responseObserver.onNext(albums);
	responseObserver.onCompleted();
}

If you want to return an error

public void getTrafficData(RouteRequest request, StreamObserver<TrafficResponse> responseObserver) {
	var trafficModel = db.getTrafficModel(request);
	var response = trafficModel.query(request);
	if(response.isPresent()) {
		responseObserver.onNext(response.get());
		responseObserver.onCompleted();
	} else {
		// Just pass an exception with the onError method
		responseObserver.onError(new Exception("No data available."));
	}
}

Client Side

Setup

The blocking stub is a placeholder on which functions are called. It needs to be received from the gRPC object in some way.

public WeatherClient(Channel channel) {
	// Get blocking stub from the gRPC object
	blockingStub = WeatherReporterGrpc.newBlockingStub(channel);
}

or

public SpotifyClient(Channel channel) {
	// spotifyConnection is a wrapper defined in the excercise
	// this is just an example that there can be other ways to get the stub
	this.spotifyConnection = new SpotifyConnection(channel);
	this.blockingStub = spotifyConnection.getStub();
}

Calling method with single object return value

public void getCityWeatherSingleDay(int day, int month, int year, String city, String country) {
	// Need to use builders to create the objects for the request
	Date date = Date.newBuilder().setDay(day).setMonth(month).setYear(year).build();
	Location location = Location.newBuilder().setCity(city).setCountry(country).build();

	// Building the locationDate which will be passed as a parameter
	LocationDate locationDate = LocationDate.newBuilder().setDate(date).setLocation(location).build();

	// Getting the returned object from calling the method on the stub
	CityWeatherData cityWeatherData = blockingStub.getCityWeatherSingleDay(locationDate);

	System.out.println(cityWeatherData.toString());
}

Calling method which returns stream

public void getCityWeatherMultipleDays(int startDay, int startMonth, int startYear, int endDay, int endMonth, int endYear, String city, String country) {
	// Building objects for the request
	Date startDate = Date.newBuilder()
			.setDay(startDay)
			.setMonth(startMonth)
			.setYear(startYear)
			.build();
	Date endDate = Date.newBuilder()
			.setDay(endDay)
			.setMonth(endMonth)
			.setYear(endYear)
			.build();
	Location location = Location.newBuilder().setCity(city).setCountry(country).build();

	// Building LocationDatePeriod object to be passed as parameter
	LocationDatePeriod locationDatePeriod = LocationDatePeriod.newBuilder()
			.setStartDate(startDate)
			.setEndDate(endDate)
			.setLocation(location)
			.build();

	// Method call returns Iterator<CityWeatherData> for the stream of CityWeatherData
	Iterator<CityWeatherData> iterator = blockingStub.getCityWeatherMultipleDays(locationDatePeriod);
	
	// Iterating over the objects
	while (iterator.hasNext()) {
		CityWeatherData cityWeatherData = iterator.next();
		System.out.println(cityWeatherData.toString());
	}
}

Calling method which has parameter with repeated field

public String displayPlaylist(int[] playlist) throws SpotifyClientException {
	StringBuilder stringBuilder = new StringBuilder();

	EntitiesRequest.Builder builder = EntitiesRequest.newBuilder();

	// IMPORTANT for REPEATED fields
	// Add all id's to request
	for(int id : playlist) {
		builder.addId(id);
	}

	EntitiesRequest request = builder.build();

	// Unlike in earlier examplese returns OBJECT which contains multiple Tracks
	Tracks tracks;

	tracks = blockingStub.getTrackMetadata(request);
	if(tracks.getTrackCount() != playlist.length) throw new SpotifyClientException("Failed to get track metadata");


	for(int i = 0; i < tracks.getTrackCount();i++) {
		Track track = tracks.getTrack(i);

		int durationInSeconds = track.getDuration();
		int durationInMinutes = durationInSeconds / 60;
		durationInSeconds = durationInSeconds % 60;

		stringBuilder.append(String.format("%d. %s - %s (%d:%02d)%n", i+1,track.getName(), track.getArtist(), durationInMinutes, durationInSeconds));
	}

	return stringBuilder.toString();
}

Excersises:

  • L02PB01 Weather Reporter
  • L02P01 Spotify gRPC
  • L03PE03 Gobblemaps

JUnit

assertThrows()

@Test
public void testSetOnlineCourseUrlWithInvalidUrl() {
	OnlineCourse course = new OnlineCourse("test");
	// You need to pass the CLASS of the exception and a runnable which calls the function
	// then the test will pass if EXACTLY this exception is throwed
	// If you want to test for any exception pass Exception.class however, that is usually discouraged and not needed
	assertThrows(MalformedURLException.class,() -> course.setUrl("hjdahjsd"));
}

assertDoesNotThrow()

@Test
public void testSetOnlineCourseUrlWithValidUrl(){
	OnlineCourse course = new OnlineCourse("test");
	// Simply assertDoesNotThrow with a runnable
	assertDoesNotThrow(() -> course.setUrl("https://test"));

	// We need to handle constructor of URL throwing an exception despite knowing that it won't as we are passing it a correct URL
	try {
		assertEquals(new URL("https://test"),course.getUrl());
	} catch (MalformedURLException e) {
	}
}

EasyMock

@TestSubject annotations automatically calls the constructor with the mockObjects. However it is not applicable for constructors with other parameters that are not mocked(for example primitive types). In such cases you can call the constructor of the test subject as usual inside the test or in a @Before method or wherever you want.

Second example contains how to expect void method calls

Example with TestSubject

// Needs to extend the tests with EasyMock
@ExtendWith(EasyMockExtension.class)
class DiscussionTest {

	// TestSubject annotations automatically calls the constructor with the mockObjects
	// However it is not applicable for constructors with other parameters
	
    @TestSubject
    private Discussion discussion;


	// Mock objects need to be annotated with @Mock	
    @Mock
    private Course courseMock;

    @Mock
    private Comment commentMock;

    // TODO implement the tests

    @Test
    public void testComment() {
		// First we need to record
	    // Expect a function call and set a predetermined return value
	    // This expects the method to be called exactly once
        expect(commentMock.save()).andReturn(true);
        
        // After setting all expectations we need to replay the mock - e.g set it so it behaves the way we recorded
        replay(commentMock);
		
		// Test your objects as usual
        discussion = new Discussion();
        assertEquals(0,discussion.getNumberOfComments());
        assertTrue(discussion.addComment(commentMock));
        assertEquals(1,discussion.getNumberOfComments());
		
		// At the end you need to verify the mock - this checks whether the expected methods were actually called
        verify(commentMock);
    }

	// The methods below show the same usage
    @Test
    public void testCommentIfSavingFails() {
        expect(commentMock.save()).andReturn(false);
        replay(commentMock);

        discussion = new Discussion();
        assertEquals(0,discussion.getNumberOfComments());
        assertFalse(discussion.addComment(commentMock));
        assertEquals(0,discussion.getNumberOfComments());

        verify(commentMock);
    }

    @Test
    public void testStartCourseDiscussion() {
        Person person = new Lecturer("","",LocalDate.now());
        String testTopic = "testTopic";

        expect(courseMock.isDiscussionAllowed(person)).andReturn(true);

        replay(courseMock);
        assertTrue(discussion.startCourseDiscussion(courseMock,person,testTopic));
        assertEquals(courseMock,discussion.getCourse());
        assertEquals(testTopic,discussion.getTopic());

        verify(courseMock);
    }

Example with custom Constructor (also contains expecting void call)

@Mock
Platform platformMock;

...

@Test
public void addNoteGetsURIFromPlatform() throws URISyntaxException {
	URI uri = URI.create("https://notes.tum.de/examplePath"); // An example uri your mock can return
	String expectedWriteDataPath = uri.getPath(); // The path that the NotesServer should write to

	// Set the mock to expect the call and return the set URI
	expect(platformMock.nextURI()).andReturn(uri);
	
	// To expect a void method call you can just call the method like usual before **replaying** the mock
	platformMock.writeData(expectedWriteDataPath,"Some text");

	// Replay the mock
	replay(platformMock);

	// Instead of annotating with @TestSubject we instantiate the testServer(System Under Test) inside the Test
	NotesServer testServer = new NotesServer(platformMock, false, false);
	
	// Test like usual
	URI testUri = testServer.addNote("alice", "Some text");
	assertEquals(expectedWriteDataPath,testUri.getPath());

	// At the end you need to verify the mock - this checks whether the expected methods were actually called
	verify(platformMock);
}

If you want multiple method invocations

Method Behaviour
.times(3) Expects the method to be called exactly 3 times.
.times(2,5) Expects the method to be called between 2 and 5 times (inclusive).
.atLeastOnce() Expects the method to be called 1 or more times.
.anyTimes() The method can be called 0 or more times (it will never cause verify() to fail).
For void methods:
commentMock.update();            // Call the void method
expectLastCall().times(3);       // Set the invocation count

DOCKER

Docker reference: https://docs.docker.com/

Dockerfiles

https://docs.docker.com/get-started/docker-concepts/building-images/writing-a-dockerfile/ https://docs.docker.com/reference/dockerfile/

FROM python:3.13
WORKDIR /usr/local/app

# Install the application dependencies
COPY requirements.txt ./
RUN pip install --no-cache-dir -r requirements.txt

# Copy in the source code
COPY src ./src
EXPOSE 8080

# Setup an app user so the container doesn't run as the root user
RUN useradd app
USER app

CMD ["uvicorn", "app.main:app", "--host", "0.0.0.0", "--port", "8080"]

Building docker

docker build -t <tag>

Docker processes

docker ps

Exercises